{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import plotly.express as px\n",
    "from ecgdetectors import Detectors\n",
    "import sys\n",
    "from MyEDFImports import load_data_one_file, get_edf_filenames, import_ecg, load_all_labels, three_stages_transform\n",
    "import MyEDFImports as m"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-08-16T10:15:53.741507264Z",
     "start_time": "2023-08-16T10:15:52.647605754Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "outputs": [],
   "source": [
    "def plot_with_peaks(y, r_peaks, detector_name='nodetect', sampling_freq=500):\n",
    "    # convert sample to nr to time\n",
    "    r_ts = np.array(r_peaks) / sampling_freq\n",
    "    # plotting\n",
    "    plt.figure()\n",
    "    t = np.linspace(0, len(y) / sampling_freq, len(y))\n",
    "    plt.plot(t, y)\n",
    "    plt.plot(r_ts, y[r_peaks], 'ro')\n",
    "    plt.title(f\"{detector_name}\")\n",
    "    plt.ylabel(\"ECG/mV\")\n",
    "    plt.xlabel(\"time/sec\")\n",
    "    plt.show()"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Extracting EDF parameters from /home/tadeusz/Desktop/Tadeusz/mgr_sleep_states/Jean-Pol_repaired_headers/CX230050.edf...\n",
      "EDF file detected\n",
      "Setting channel info structure...\n",
      "Creating raw.info structure...\n",
      "NOTE: pick_channels() is a legacy function. New code should use inst.pick(...).\n"
     ]
    },
    {
     "data": {
      "text/plain": "[<matplotlib.lines.Line2D at 0x7f0ef4ae41c0>]"
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "edf_filenames = get_edf_filenames()\n",
    "edf_fname = edf_filenames[2]\n",
    "edf_data = import_ecg(edf_fname)\n",
    "y = edf_data[0][0].T\n",
    "x = edf_data[0][1]\n",
    "# start = 2*int(1e5)\n",
    "# length = 30000 #int(2**14)-3\n",
    "# y = y[start:start+length]\n",
    "plt.plot(y)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-08-16T10:17:31.769805863Z",
     "start_time": "2023-08-16T10:17:28.124422303Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(17981000,) (17981000, 1)\n"
     ]
    }
   ],
   "source": [
    "print(x.shape, y.shape)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-08-16T10:44:21.011427327Z",
     "start_time": "2023-08-16T10:44:20.970614011Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "outputs": [],
   "source": [
    "short_y = edf_data[0][0][:100000]\n",
    "short_x = np.linspace(0, len(short_y) / 500, len(short_y))\n",
    "fig = px.line(y=short_y.tolist(), title=\"sample figure\")\n",
    "fig.show()"
   ],
   "metadata": {
    "collapsed": false,
    "is_executing": true
   }
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Extracting EDF parameters from /home/tadeusz/Desktop/Tadeusz/mgr_sleep_states/Jean-Pol_repaired_headers/CP229110.edf...\n",
      "EDF file detected\n",
      "Setting channel info structure...\n",
      "Creating raw.info structure...\n",
      "NOTE: pick_channels() is a legacy function. New code should use inst.pick(...).\n",
      "Extracting EDF parameters from /home/tadeusz/Desktop/Tadeusz/mgr_sleep_states/Jean-Pol_repaired_headers/WD224010.edf...\n",
      "EDF file detected\n",
      "Setting channel info structure...\n",
      "Creating raw.info structure...\n",
      "NOTE: pick_channels() is a legacy function. New code should use inst.pick(...).\n",
      "Extracting EDF parameters from /home/tadeusz/Desktop/Tadeusz/mgr_sleep_states/Jean-Pol_repaired_headers/TK221110.edf...\n",
      "EDF file detected\n",
      "Setting channel info structure...\n",
      "Creating raw.info structure...\n",
      "NOTE: pick_channels() is a legacy function. New code should use inst.pick(...).\n",
      "Extracting EDF parameters from /home/tadeusz/Desktop/Tadeusz/mgr_sleep_states/Jean-Pol_repaired_headers/VP214110.edf...\n",
      "EDF file detected\n",
      "Setting channel info structure...\n",
      "Creating raw.info structure...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/tadeusz/Desktop/Tadeusz/mgr_sleep_states/MyEDFImports.py:39: RuntimeWarning: Channel names are not unique, found duplicates for: {'CHIN EMG'}. Applying running numbers for duplicates.\n",
      "  raw = mne.io.read_raw_edf(path + \"//\" + name)\n",
      "/home/tadeusz/Desktop/Tadeusz/mgr_sleep_states/MyEDFImports.py:39: RuntimeWarning: Channel names are not unique, found duplicates for: {'CHIN EMG'}. Applying running numbers for duplicates.\n",
      "  raw = mne.io.read_raw_edf(path + \"//\" + name)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "NOTE: pick_channels() is a legacy function. New code should use inst.pick(...).\n",
      "Extracting EDF parameters from /home/tadeusz/Desktop/Tadeusz/mgr_sleep_states/Jean-Pol_repaired_headers/CN223100.edf...\n",
      "EDF file detected\n",
      "Setting channel info structure...\n",
      "Creating raw.info structure...\n",
      "NOTE: pick_channels() is a legacy function. New code should use inst.pick(...).\n",
      "Extracting EDF parameters from /home/tadeusz/Desktop/Tadeusz/mgr_sleep_states/Jean-Pol_repaired_headers/LM230010.edf...\n",
      "EDF file detected\n",
      "Setting channel info structure...\n",
      "Creating raw.info structure...\n",
      "NOTE: pick_channels() is a legacy function. New code should use inst.pick(...).\n",
      "Extracting EDF parameters from /home/tadeusz/Desktop/Tadeusz/mgr_sleep_states/Jean-Pol_repaired_headers/VC209100.edf...\n",
      "EDF file detected\n",
      "Setting channel info structure...\n",
      "Creating raw.info structure...\n",
      "NOTE: pick_channels() is a legacy function. New code should use inst.pick(...).\n",
      "Extracting EDF parameters from /home/tadeusz/Desktop/Tadeusz/mgr_sleep_states/Jean-Pol_repaired_headers/LA216100.edf...\n",
      "EDF file detected\n",
      "Setting channel info structure...\n",
      "Creating raw.info structure...\n",
      "NOTE: pick_channels() is a legacy function. New code should use inst.pick(...).\n",
      "Extracting EDF parameters from /home/tadeusz/Desktop/Tadeusz/mgr_sleep_states/Jean-Pol_repaired_headers/DG220020.edf...\n",
      "EDF file detected\n",
      "Setting channel info structure...\n",
      "Creating raw.info structure...\n",
      "NOTE: pick_channels() is a legacy function. New code should use inst.pick(...).\n",
      "Extracting EDF parameters from /home/tadeusz/Desktop/Tadeusz/mgr_sleep_states/Jean-Pol_repaired_headers/DO223050.edf...\n",
      "EDF file detected\n",
      "Setting channel info structure...\n",
      "Creating raw.info structure...\n",
      "NOTE: pick_channels() is a legacy function. New code should use inst.pick(...).\n",
      "Extracting EDF parameters from /home/tadeusz/Desktop/Tadeusz/mgr_sleep_states/Jean-Pol_repaired_headers/CX230050.edf...\n",
      "EDF file detected\n",
      "Setting channel info structure...\n",
      "Creating raw.info structure...\n",
      "NOTE: pick_channels() is a legacy function. New code should use inst.pick(...).\n"
     ]
    }
   ],
   "source": [
    "edfs = {file_name:import_ecg(file_name) for file_name in edf_filenames}"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-08-09T10:28:15.561526505Z",
     "start_time": "2023-08-09T10:28:14.940802754Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "outputs": [],
   "source": [
    "detectors = Detectors(500)\n",
    "r_peaks = {x:detectors.engzee_detector(edfs[x][0][0].T) for x in edf_filenames}"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-08-09T11:03:41.409789431Z",
     "start_time": "2023-08-09T10:36:53.911017281Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "outputs": [],
   "source": [
    "def plot(y):\n",
    "    t = np.linspace(0, len(y) / 500, len(y))\n",
    "    plt.plot(t, y)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-08-09T08:44:59.452278610Z",
     "start_time": "2023-08-09T08:44:59.450286727Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "edf_nr = 2\n",
    "edf_name = edf_filenames[edf_nr]\n",
    "y = edfs[edf_name][0][0].T\n",
    "plot_with_peaks(y, r_peaks[edf_name])"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-08-09T11:17:54.649636814Z",
     "start_time": "2023-08-09T11:17:53.227166344Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot(y[:100000])"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-08-09T08:44:59.612467251Z",
     "start_time": "2023-08-09T08:44:59.453375751Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "outputs": [
    {
     "data": {
      "text/plain": "[<matplotlib.lines.Line2D at 0x7f659ddc0400>]"
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "start = int(65800)\n",
    "stop = int(65900)\n",
    "plt.plot(y[start:stop])"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-08-09T09:31:29.581075549Z",
     "start_time": "2023-08-09T09:31:29.423373001Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "outputs": [
    {
     "data": {
      "text/plain": "True"
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.all(y[start:stop]==y[start])"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-08-09T09:32:15.890319946Z",
     "start_time": "2023-08-09T09:32:15.884081071Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "outputs": [
    {
     "data": {
      "text/plain": "array([   65737,    65738,    65739, ..., 15985438, 15985439, 15985440])"
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y_too_big = np.where(np.abs(y) > 0.0026)\n",
    "# all in the second part are zeros\n",
    "np.all(y_too_big[1] == np.zeros(len(y_too_big[1])))\n",
    "y_too_big = y_too_big[0]\n",
    "y_too_big"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-08-09T08:44:59.841617053Z",
     "start_time": "2023-08-09T08:44:59.745371095Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "outputs": [
    {
     "data": {
      "text/plain": "[600390, 8539971, 11654022, 11661516, 14353713]"
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#check if somewhere is only one spike of big value\n",
    "from imports.test_import import where_only_one_spike\n",
    "\n",
    "where_only_one_spike(y_too_big, 300)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-08-09T08:44:59.841983383Z",
     "start_time": "2023-08-09T08:44:59.841390483Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot(y[600000:601000])"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-08-09T08:45:57.284702175Z",
     "start_time": "2023-08-09T08:45:57.075248462Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "outputs": [],
   "source": [
    "prev_out = [239053,\n",
    "            239268,\n",
    "            597141,\n",
    "            8539478,\n",
    "            9325021,\n",
    "            11121791,\n",
    "            11657716,\n",
    "            13822261,\n",
    "            14352361,\n",
    "            14957537,\n",
    "            14958344,\n",
    "            15122094,\n",
    "            15979459]"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-08-09T08:44:59.842344004Z",
     "start_time": "2023-08-09T08:44:59.842081213Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "outputs": [
    {
     "data": {
      "text/plain": "[<matplotlib.lines.Line2D at 0x7f659e066160>]"
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mid = 597141\n",
    "before_after = 100000\n",
    "plt.plot(y[mid - before_after:mid + before_after])"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-08-09T08:45:00.075399138Z",
     "start_time": "2023-08-09T08:44:59.842254944Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": true,
    "ExecuteTime": {
     "end_time": "2023-08-09T08:45:00.076199888Z",
     "start_time": "2023-08-09T08:45:00.057830930Z"
    }
   },
   "outputs": [
    {
     "ename": "SyntaxError",
     "evalue": "invalid syntax (3340418090.py, line 1)",
     "output_type": "error",
     "traceback": [
      "\u001B[0;36m  Cell \u001B[0;32mIn[11], line 1\u001B[0;36m\u001B[0m\n\u001B[0;31m    r_peaks = Detectors.\u001B[0m\n\u001B[0m                        ^\u001B[0m\n\u001B[0;31mSyntaxError\u001B[0m\u001B[0;31m:\u001B[0m invalid syntax\n"
     ]
    }
   ],
   "source": [
    "r_peaks = Detectors."
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}
